(Not really all that) Quick & Dirty

Workflow

## [conflicted] Removing existing preference.
## [conflicted] Will prefer dplyr::filter over any other package.
## - The lockfile is already up to date.
## - Python requirements are already up to date.
## - The library is already synchronized with the lockfile.

Tree Stuff

Number of trees per city:

Number of tree species per city:

Tree size distribution per city:

City Scale

Response Variables

  • Response variables are proxies for ES
    • Land Surface Temperature
    • Air Pollution measures for 6 pollutants

Independent Variables - Trees

Independent Variables - Built Infrastructure

  • includes building density, building height, road density, proportion of road types, NDVI, and NDBI

Independent Variables - Census

  • includes data from 2021 census on:
    • totpop = Population 2021

    • popdens = Pop density per sq km

    • area = Land area sq km

    • sidho = Single-detached house

    • semho = Semi-detached house

    • rowhou = Row house

    • aptdup = Apartment or flat in a duplex

    • aptbui = Apartment in a building that has fewer than five storeys

    • aptfiv = Apartment in a building that has five or more storeys otsiho = Other single-attached house

    • mvdwel = Movable dwelling (9)

    • medinc = Median after-tax income in 2015 among recipients

    • lowinc = Prevalence of low income based on the Low-income measure, after tax (LIM-AT) (%)

    • recimm = Total - Immigrant status and period of immigration for the population in private households - 25% sample data (63) -> Immigrants -> 2011-2016 (recent immigrants)

    • aborig = Total - Aboriginal identity for the population in private households - 25% sample data (104) -> Aboriginal identity (105)

    • vismin = Total - Visible minority for the population in private households - 25% sample data (121) -> Total visible minority population (122)

Neighbourhood Scale

Response Variables

Independent Variables - Trees

Independent Variables - Built Infrastructure

Independent Variables - Census

Street Scale

Response Variables

Independent Variables - Trees

Independent Variables - Built Infrastructure

Independent Variables - Census